{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from time import time\n",
    "import numpy as np\n",
    "from scipy import ndimage\n",
    "from matplotlib import pyplot as plt\n",
    "from sklearn import manifold, datasets\n",
    "from sklearn.cluster import AgglomerativeClustering\n",
    "from numpy import float32\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = np.genfromtxt('C:/Users/admin-karim/Downloads/TCGA_train.csv', dtype=float32, delimiter=',', names=True)\n",
    "test = np.genfromtxt('C:/Users/admin-karim/Downloads/TCGA_test.csv', dtype=float32, delimiter=',', names=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "X1 = np.asarray([[train[row][col] for col in range(1,16130)] for row in range(599)])\n",
    "y1 = np.asarray([train[row][0] for row in range(599)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "X2 = np.asarray([[test[row][col] for col in range(1,16130)] for row in range(200)])\n",
    "y2 = np.asarray([test[row][0] for row in range(200)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = np.concatenate((X1,X2)) \n",
    "y = np.concatenate((y1,y2)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_samples, n_features = X.shape\n",
    "np.random.seed(0)\n",
    "\n",
    "def nudge_images(X, y):\n",
    "    # Having a larger dataset shows more clearly the behavior of the\n",
    "    # methods, but we multiply the size of the dataset only by 2, as the\n",
    "    # cost of the hierarchical clustering methods are strongly\n",
    "    # super-linear in n_samples\n",
    "    shift = lambda x: ndimage.shift(x.reshape((127, 127)),\n",
    "                                  .3 * np.random.normal(size=2),\n",
    "                                  mode='constant',\n",
    "                                  ).ravel()\n",
    "    X = np.concatenate([X, np.apply_along_axis(shift, 1, X)])\n",
    "    Y = np.concatenate([y, y], axis=0)\n",
    "    return X, Y\n",
    "\n",
    "X, y = nudge_images(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "#----------------------------------------------------------------------\n",
    "# Visualize the clustering\n",
    "def plot_clustering(X_red, labels, title=None):\n",
    "    x_min, x_max = np.min(X_red, axis=0), np.max(X_red, axis=0)\n",
    "    X_red = (X_red - x_min) / (x_max - x_min)\n",
    "\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    for i in range(X_red.shape[0]):\n",
    "        plt.text(X_red[i, 0], X_red[i, 1], str(y[i]),\n",
    "                 color=plt.cm.nipy_spectral(labels[i] / 10.),\n",
    "                 fontdict={'weight': 'bold', 'size': 9})\n",
    "\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    if title is not None:\n",
    "        plt.title(title, size=12)\n",
    "    plt.axis('off')\n",
    "    plt.tight_layout(rect=[0, 0.03, 1, 0.95])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing embedding\n",
      "Done.\n",
      "ward :\t0.15s\n",
      "average :\t0.12s\n",
      "complete :\t0.18s\n",
      "single :\t0.07s\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2aa110aa630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2aa1095b2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2aa01faf630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2aa01407390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2D embedding of the digits dataset\n",
    "print(\"Computing embedding\")\n",
    "X_red = manifold.SpectralEmbedding(n_components=2).fit_transform(X)\n",
    "print(\"Done.\")\n",
    "\n",
    "from sklearn.cluster import AgglomerativeClustering\n",
    "\n",
    "for linkage in ('ward', 'average', 'complete', 'single'):\n",
    "    clustering = AgglomerativeClustering(linkage=linkage, n_clusters=5)\n",
    "    t0 = time()\n",
    "    clustering.fit(X_red)\n",
    "    print(\"%s :\\t%.2fs\" % (linkage, time() - t0))\n",
    "\n",
    "    plot_clustering(X_red, clustering.labels_, \"%s linkage\" % linkage)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
